Pith. sign in
Pith Number

pith:AREY3BMM

pith:2022:AREY3BMMKTFCVLT67IBLABDZK3
not attested not anchored not stored refs pending

Active learning using adaptable task-based prioritisation

Brian Davidson, Dean C. Barratt, Ester Bonmati, Jo\~ao Ramalhinho, Mark Pinnock, Matthew J. Clarkson, Nina Monta\~na-Brown, Shaheer U. Saeed, Stephen P. Pereira, Yipeng Hu, Yunguan Fu, Ziyi Shen

arxiv:2212.01703 v1 · 2022-12-03 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AREY3BMMKTFCVLT67IBLABDZK3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T05:22:15.585176Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

04498d858c54ca2aae7efa02b0047956d832cf84246a96d85acef8adf573f9ce

Aliases

arxiv: 2212.01703 · arxiv_version: 2212.01703v1 · doi: 10.48550/arxiv.2212.01703 · pith_short_12: AREY3BMMKTFC · pith_short_16: AREY3BMMKTFCVLT6 · pith_short_8: AREY3BMM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AREY3BMMKTFCVLT67IBLABDZK3 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 04498d858c54ca2aae7efa02b0047956d832cf84246a96d85acef8adf573f9ce
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2dd7405a3103423681e391ef68e3a64033690841b45d0342e26b27b2b742e604",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-03T22:37:38Z",
    "title_canon_sha256": "383f6d915ccf70b0baa831f92581b49fc093e02b97f33e27bba19914002fbb1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01703",
    "kind": "arxiv",
    "version": 1
  }
}